Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 17898 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 80.0 B |
Variable types
| NUM | 9 |
|---|---|
| BOOL | 1 |
Reproduction
| Analysis started | 2020-08-10 12:55:59.788479 |
|---|---|
| Analysis finished | 2020-08-10 12:56:32.179830 |
| Duration | 32.39 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
skew_pf is highly correlated with ex_kurt_pf | High correlation |
ex_kurt_pf is highly correlated with skew_pf | High correlation |
skew_dm is highly correlated with kurt_dm | High correlation |
kurt_dm is highly correlated with skew_dm | High correlation |
df_index has unique values | Unique |
skew_pf has unique values | Unique |
| Distinct count | 17898 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8949.5 |
|---|---|
| Minimum | 1 |
| Maximum | 17898 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 895.85 |
| Q1 | 4475.25 |
| median | 8949.5 |
| Q3 | 13423.75 |
| 95-th percentile | 17003.15 |
| Maximum | 17898 |
| Range | 17897 |
| Interquartile range (IQR) | 8948.5 |
Descriptive statistics
| Standard deviation | 5166.851895 |
|---|---|
| Coefficient of variation (CV) | 0.577334141 |
| Kurtosis | -1.2 |
| Mean | 8949.5 |
| Median Absolute Deviation (MAD) | 4474.5 |
| Skewness | 0 |
| Sum | 160178151 |
| Variance | 26696358.5 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 4759 | 1 | < 0.1% | |
| 8849 | 1 | < 0.1% | |
| 14994 | 1 | < 0.1% | |
| 12947 | 1 | < 0.1% | |
| 2708 | 1 | < 0.1% | |
| 661 | 1 | < 0.1% | |
| 6806 | 1 | < 0.1% | |
| 17053 | 1 | < 0.1% | |
| 4775 | 1 | < 0.1% | |
| 10912 | 1 | < 0.1% | |
| 8865 | 1 | < 0.1% | |
| 15010 | 1 | < 0.1% | |
| 12963 | 1 | < 0.1% | |
| 2724 | 1 | < 0.1% | |
| 677 | 1 | < 0.1% | |
| 10896 | 1 | < 0.1% | |
| 17037 | 1 | < 0.1% | |
| 4743 | 1 | < 0.1% | |
| 6790 | 1 | < 0.1% | |
| 645 | 1 | < 0.1% | |
| 2692 | 1 | < 0.1% | |
| 12931 | 1 | < 0.1% | |
| 14978 | 1 | < 0.1% | |
| 8833 | 1 | < 0.1% | |
| Other values (17873) | 17873 | 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17898 | 1 | < 0.1% | |
| 17897 | 1 | < 0.1% | |
| 17896 | 1 | < 0.1% | |
| 17895 | 1 | < 0.1% | |
| 17894 | 1 | < 0.1% | |
| 17893 | 1 | < 0.1% | |
| 17892 | 1 | < 0.1% | |
| 17891 | 1 | < 0.1% | |
| 17890 | 1 | < 0.1% | |
| 17889 | 1 | < 0.1% |
mean_int_pf
Real number (ℝ≥0)
| Distinct count | 8626 |
|---|---|
| Unique (%) | 48.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.07996834492681 |
|---|---|
| Minimum | 5.8125 |
| Maximum | 192.6171875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 5.8125 |
|---|---|
| 5-th percentile | 57.49179688 |
| Q1 | 100.9296875 |
| median | 115.078125 |
| Q3 | 127.0859375 |
| 95-th percentile | 143.0726562 |
| Maximum | 192.6171875 |
| Range | 186.8046875 |
| Interquartile range (IQR) | 26.15625 |
Descriptive statistics
| Standard deviation | 25.65293536 |
|---|---|
| Coefficient of variation (CV) | 0.2309411476 |
| Kurtosis | 2.972373829 |
| Mean | 111.0799683 |
| Median Absolute Deviation (MAD) | 12.921875 |
| Skewness | -1.375187645 |
| Sum | 1988109.273 |
| Variance | 658.0730926 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 106.7109375 | 12 | 0.1% | |
| 112.9140625 | 9 | 0.1% | |
| 106.6484375 | 9 | 0.1% | |
| 124.546875 | 9 | 0.1% | |
| 116.53125 | 8 | < 0.1% | |
| 119.3046875 | 8 | < 0.1% | |
| 122.203125 | 8 | < 0.1% | |
| 120.15625 | 8 | < 0.1% | |
| 119.9609375 | 8 | < 0.1% | |
| 119.296875 | 8 | < 0.1% | |
| 118.171875 | 8 | < 0.1% | |
| 124.4296875 | 8 | < 0.1% | |
| 117.2890625 | 8 | < 0.1% | |
| 115.6171875 | 8 | < 0.1% | |
| 112.9765625 | 8 | < 0.1% | |
| 129.2109375 | 8 | < 0.1% | |
| 134.59375 | 8 | < 0.1% | |
| 105.2421875 | 8 | < 0.1% | |
| 116.1171875 | 8 | < 0.1% | |
| 124.1328125 | 8 | < 0.1% | |
| 123.03125 | 8 | < 0.1% | |
| 118.65625 | 8 | < 0.1% | |
| 115.234375 | 8 | < 0.1% | |
| 127.4609375 | 8 | < 0.1% | |
| 117.875 | 8 | < 0.1% | |
| Other values (8601) | 17691 | 98.8% |
| Value | Count | Frequency (%) | |
| 5.8125 | 1 | < 0.1% | |
| 6.1796875 | 1 | < 0.1% | |
| 6.1875 | 2 | < 0.1% | |
| 6.265625 | 1 | < 0.1% | |
| 6.4140625 | 1 | < 0.1% | |
| 6.5 | 1 | < 0.1% | |
| 6.9375 | 1 | < 0.1% | |
| 6.984375 | 1 | < 0.1% | |
| 7.0390625 | 1 | < 0.1% | |
| 7.0625 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 192.6171875 | 1 | < 0.1% | |
| 190.421875 | 1 | < 0.1% | |
| 189.734375 | 1 | < 0.1% | |
| 186.0234375 | 1 | < 0.1% | |
| 185.2578125 | 1 | < 0.1% | |
| 184.828125 | 1 | < 0.1% | |
| 184.4609375 | 1 | < 0.1% | |
| 184.296875 | 1 | < 0.1% | |
| 183.453125 | 1 | < 0.1% | |
| 183.4140625 | 1 | < 0.1% |
std_pf
Real number (ℝ≥0)
| Distinct count | 17862 |
|---|---|
| Unique (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.54953156153425 |
|---|---|
| Minimum | 24.77204176 |
| Maximum | 98.77891067 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 24.77204176 |
|---|---|
| 5-th percentile | 34.71431588 |
| Q1 | 42.37601758 |
| median | 46.94747911 |
| Q3 | 51.02320199 |
| 95-th percentile | 56.47375633 |
| Maximum | 98.77891067 |
| Range | 74.00686891 |
| Interquartile range (IQR) | 8.647184407 |
Descriptive statistics
| Standard deviation | 6.84318941 |
|---|---|
| Coefficient of variation (CV) | 0.1470087707 |
| Kurtosis | 1.689571384 |
| Mean | 46.54953156 |
| Median Absolute Deviation (MAD) | 4.28935198 |
| Skewness | 0.1266410772 |
| Sum | 833143.5159 |
| Variance | 46.8292413 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 42.31262694 | 2 | < 0.1% | |
| 51.04274918 | 2 | < 0.1% | |
| 38.90429134 | 2 | < 0.1% | |
| 47.46637122 | 2 | < 0.1% | |
| 45.03530516 | 2 | < 0.1% | |
| 44.39730953 | 2 | < 0.1% | |
| 43.40470885 | 2 | < 0.1% | |
| 46.84382297 | 2 | < 0.1% | |
| 44.44872562 | 2 | < 0.1% | |
| 40.7509466 | 2 | < 0.1% | |
| 48.91219013 | 2 | < 0.1% | |
| 43.36060809 | 2 | < 0.1% | |
| 51.94388722 | 2 | < 0.1% | |
| 44.55227574 | 2 | < 0.1% | |
| 50.18594088 | 2 | < 0.1% | |
| 46.20868021 | 2 | < 0.1% | |
| 44.77477273 | 2 | < 0.1% | |
| 43.54558271 | 2 | < 0.1% | |
| 49.19690736 | 2 | < 0.1% | |
| 51.82915896 | 2 | < 0.1% | |
| 40.46680437 | 2 | < 0.1% | |
| 46.4058186 | 2 | < 0.1% | |
| 46.52196222 | 2 | < 0.1% | |
| 50.2184972 | 2 | < 0.1% | |
| 46.40263822 | 2 | < 0.1% | |
| Other values (17837) | 17848 | 99.7% |
| Value | Count | Frequency (%) | |
| 24.77204176 | 1 | < 0.1% | |
| 24.79161196 | 1 | < 0.1% | |
| 24.89821075 | 1 | < 0.1% | |
| 25.22005568 | 1 | < 0.1% | |
| 25.69524955 | 1 | < 0.1% | |
| 25.77171107 | 1 | < 0.1% | |
| 26.12268115 | 1 | < 0.1% | |
| 26.17979708 | 1 | < 0.1% | |
| 26.33786912 | 1 | < 0.1% | |
| 26.42932493 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 98.77891067 | 1 | < 0.1% | |
| 91.8086279 | 1 | < 0.1% | |
| 91.20647473 | 1 | < 0.1% | |
| 90.25055726 | 1 | < 0.1% | |
| 90.15744556 | 1 | < 0.1% | |
| 86.95139648 | 1 | < 0.1% | |
| 86.23983041 | 1 | < 0.1% | |
| 85.97090118 | 1 | < 0.1% | |
| 85.79734025 | 1 | < 0.1% | |
| 85.32084974 | 1 | < 0.1% |
| Distinct count | 17897 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.47785725810191076 |
|---|---|
| Minimum | -1.876011181 |
| Maximum | 8.069522046 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | -1.876011181 |
|---|---|
| 5-th percentile | -0.2316708194 |
| Q1 | 0.02709812 |
| median | 0.223240024 |
| Q3 | 0.4733251825 |
| 95-th percentile | 2.706560919 |
| Maximum | 8.069522046 |
| Range | 9.945533227 |
| Interquartile range (IQR) | 0.4462270625 |
Descriptive statistics
| Standard deviation | 1.064039716 |
|---|---|
| Coefficient of variation (CV) | 2.226689452 |
| Kurtosis | 14.63974212 |
| Mean | 0.4778572581 |
| Median Absolute Deviation (MAD) | 0.2166979535 |
| Skewness | 3.638409664 |
| Sum | 8552.689206 |
| Variance | 1.132180518 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.001934282 | 2 | < 0.1% | |
| 0.199490656 | 1 | < 0.1% | |
| 0.187485378 | 1 | < 0.1% | |
| 0.320634894 | 1 | < 0.1% | |
| -0.019210524 | 1 | < 0.1% | |
| -0.175137995 | 1 | < 0.1% | |
| 0.575891545 | 1 | < 0.1% | |
| 0.114704941 | 1 | < 0.1% | |
| 0.653969379 | 1 | < 0.1% | |
| -0.02666142 | 1 | < 0.1% | |
| 0.13316183 | 1 | < 0.1% | |
| -0.113120482 | 1 | < 0.1% | |
| -0.010068822 | 1 | < 0.1% | |
| 0.117176155 | 1 | < 0.1% | |
| 5.643641378 | 1 | < 0.1% | |
| 0.569365867 | 1 | < 0.1% | |
| 0.257340827 | 1 | < 0.1% | |
| 0.148480095 | 1 | < 0.1% | |
| 0.263475883 | 1 | < 0.1% | |
| 0.328152092 | 1 | < 0.1% | |
| 0.38944203 | 1 | < 0.1% | |
| -0.148722071 | 1 | < 0.1% | |
| 0.070729997 | 1 | < 0.1% | |
| -0.083811411 | 1 | < 0.1% | |
| -0.074506607 | 1 | < 0.1% | |
| Other values (17872) | 17872 | 99.9% |
| Value | Count | Frequency (%) | |
| -1.876011181 | 1 | < 0.1% | |
| -1.738020762 | 1 | < 0.1% | |
| -1.730781724 | 1 | < 0.1% | |
| -1.707789078 | 1 | < 0.1% | |
| -1.679039339 | 1 | < 0.1% | |
| -1.669032278 | 1 | < 0.1% | |
| -1.64151544 | 1 | < 0.1% | |
| -1.633922495 | 1 | < 0.1% | |
| -1.624269471 | 1 | < 0.1% | |
| -1.604829088 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8.069522046 | 1 | < 0.1% | |
| 7.879627678 | 1 | < 0.1% | |
| 7.875742091 | 1 | < 0.1% | |
| 7.856370386 | 1 | < 0.1% | |
| 7.627580248 | 1 | < 0.1% | |
| 7.60836954 | 1 | < 0.1% | |
| 7.595096784 | 1 | < 0.1% | |
| 7.572576517 | 1 | < 0.1% | |
| 7.550921894 | 1 | < 0.1% | |
| 7.525027544 | 1 | < 0.1% |
| Distinct count | 17898 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7702789980713487 |
|---|---|
| Minimum | -1.7918859809999999 |
| Maximum | 68.10162173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | -1.791885981 |
|---|---|
| 5-th percentile | -0.5563713136 |
| Q1 | -0.1885716535 |
| median | 0.198710401 |
| Q3 | 0.9277830915 |
| 95-th percentile | 10.13850687 |
| Maximum | 68.10162173 |
| Range | 69.89350771 |
| Interquartile range (IQR) | 1.116354745 |
Descriptive statistics
| Standard deviation | 6.167913248 |
|---|---|
| Coefficient of variation (CV) | 3.484147558 |
| Kurtosis | 30.16647877 |
| Mean | 1.770278998 |
| Median Absolute Deviation (MAD) | 0.473095337 |
| Skewness | 5.181293444 |
| Sum | 31684.45351 |
| Variance | 38.04315383 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.372091963 | 1 | < 0.1% | |
| 0.426753852 | 1 | < 0.1% | |
| 0.242227036 | 1 | < 0.1% | |
| -0.141560672 | 1 | < 0.1% | |
| 1.795039648 | 1 | < 0.1% | |
| -0.445793182 | 1 | < 0.1% | |
| -0.542498468 | 1 | < 0.1% | |
| -0.031313502 | 1 | < 0.1% | |
| 0.626410197 | 1 | < 0.1% | |
| 0.703046473 | 1 | < 0.1% | |
| 0.192320772 | 1 | < 0.1% | |
| -0.611479841 | 1 | < 0.1% | |
| -0.092711425 | 1 | < 0.1% | |
| -0.097736845 | 1 | < 0.1% | |
| -0.504265525 | 1 | < 0.1% | |
| 1.966870265 | 1 | < 0.1% | |
| 0.27422562 | 1 | < 0.1% | |
| 0.873690532 | 1 | < 0.1% | |
| -0.360035883 | 1 | < 0.1% | |
| 1.442020138 | 1 | < 0.1% | |
| 0.019944733 | 1 | < 0.1% | |
| 0.548897636 | 1 | < 0.1% | |
| -0.381956095 | 1 | < 0.1% | |
| 0.845943169 | 1 | < 0.1% | |
| 1.982135966 | 1 | < 0.1% | |
| Other values (17873) | 17873 | 99.9% |
| Value | Count | Frequency (%) | |
| -1.791885981 | 1 | < 0.1% | |
| -1.781888301 | 1 | < 0.1% | |
| -1.764717446 | 1 | < 0.1% | |
| -1.755331667 | 1 | < 0.1% | |
| -1.676724149 | 1 | < 0.1% | |
| -1.668540363 | 1 | < 0.1% | |
| -1.660049111 | 1 | < 0.1% | |
| -1.60297669 | 1 | < 0.1% | |
| -1.598144586 | 1 | < 0.1% | |
| -1.593648457 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 68.10162173 | 1 | < 0.1% | |
| 65.38597385 | 1 | < 0.1% | |
| 63.46638835 | 1 | < 0.1% | |
| 63.14953741 | 1 | < 0.1% | |
| 62.86853087 | 1 | < 0.1% | |
| 58.2945011 | 1 | < 0.1% | |
| 57.50455774 | 1 | < 0.1% | |
| 57.17523165 | 1 | < 0.1% | |
| 57.07049316 | 1 | < 0.1% | |
| 56.90085222 | 1 | < 0.1% |
mean_dm
Real number (ℝ≥0)
| Distinct count | 9000 |
|---|---|
| Unique (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.614399658311545 |
|---|---|
| Minimum | 0.213210702 |
| Maximum | 223.39214049999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0.213210702 |
|---|---|
| 5-th percentile | 1.005852843 |
| Q1 | 1.923076923 |
| median | 2.801839465 |
| Q3 | 5.464255853 |
| 95-th percentile | 82.96697325 |
| Maximum | 223.3921405 |
| Range | 223.1789298 |
| Interquartile range (IQR) | 3.54117893 |
Descriptive statistics
| Standard deviation | 29.47289715 |
|---|---|
| Coefficient of variation (CV) | 2.336448658 |
| Kurtosis | 14.06472096 |
| Mean | 12.61439966 |
| Median Absolute Deviation (MAD) | 1.178093646 |
| Skewness | 3.683302122 |
| Sum | 225772.5251 |
| Variance | 868.6516664 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.294314381 | 12 | 0.1% | |
| 2.050167224 | 12 | 0.1% | |
| 1.423913043 | 12 | 0.1% | |
| 2.33277592 | 12 | 0.1% | |
| 2.418896321 | 11 | 0.1% | |
| 2.193979933 | 11 | 0.1% | |
| 2.086120401 | 10 | 0.1% | |
| 2.211538462 | 10 | 0.1% | |
| 1.918896321 | 10 | 0.1% | |
| 2.060200669 | 10 | 0.1% | |
| 2.029264214 | 10 | 0.1% | |
| 1.72993311 | 10 | 0.1% | |
| 1.777591973 | 10 | 0.1% | |
| 2.0409699 | 10 | 0.1% | |
| 2.290133779 | 10 | 0.1% | |
| 1.940635452 | 10 | 0.1% | |
| 2.116220736 | 10 | 0.1% | |
| 2.930602007 | 10 | 0.1% | |
| 2.010033445 | 10 | 0.1% | |
| 2.065217391 | 9 | 0.1% | |
| 1.997491639 | 9 | 0.1% | |
| 2.025083612 | 9 | 0.1% | |
| 2.255016722 | 9 | 0.1% | |
| 2.119565217 | 9 | 0.1% | |
| 2.071906355 | 9 | 0.1% | |
| Other values (8975) | 17644 | 98.6% |
| Value | Count | Frequency (%) | |
| 0.213210702 | 4 | < 0.1% | |
| 0.24916388 | 1 | < 0.1% | |
| 0.273411371 | 1 | < 0.1% | |
| 0.282608696 | 1 | < 0.1% | |
| 0.289297659 | 1 | < 0.1% | |
| 0.2909699 | 1 | < 0.1% | |
| 0.300167224 | 2 | < 0.1% | |
| 0.31270903 | 1 | < 0.1% | |
| 0.316053512 | 1 | < 0.1% | |
| 0.317725753 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 223.3921405 | 1 | < 0.1% | |
| 222.4214047 | 1 | < 0.1% | |
| 217.3712375 | 1 | < 0.1% | |
| 211.9489967 | 1 | < 0.1% | |
| 209.3001672 | 1 | < 0.1% | |
| 208.6295987 | 1 | < 0.1% | |
| 207.3026756 | 1 | < 0.1% | |
| 206.5292642 | 1 | < 0.1% | |
| 203.8177258 | 1 | < 0.1% | |
| 202.3319398 | 1 | < 0.1% |
std_dm
Real number (ℝ≥0)
| Distinct count | 17894 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.326514703918594 |
|---|---|
| Minimum | 7.370432165 |
| Maximum | 110.64221059999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 7.370432165 |
|---|---|
| 5-th percentile | 11.08234472 |
| Q1 | 14.4373316 |
| median | 18.46131559 |
| Q3 | 28.42810432 |
| 95-th percentile | 74.62164202 |
| Maximum | 110.6422106 |
| Range | 103.2717784 |
| Interquartile range (IQR) | 13.99077272 |
Descriptive statistics
| Standard deviation | 19.47057233 |
|---|---|
| Coefficient of variation (CV) | 0.7395803261 |
| Kurtosis | 2.825997458 |
| Mean | 26.3265147 |
| Median Absolute Deviation (MAD) | 5.16221791 |
| Skewness | 1.89425413 |
| Sum | 471191.9602 |
| Variance | 379.1031869 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 7.370432165 | 4 | < 0.1% | |
| 11.57512195 | 2 | < 0.1% | |
| 33.40023659 | 1 | < 0.1% | |
| 23.4947591 | 1 | < 0.1% | |
| 18.12769733 | 1 | < 0.1% | |
| 15.86051586 | 1 | < 0.1% | |
| 31.51761738 | 1 | < 0.1% | |
| 20.22155827 | 1 | < 0.1% | |
| 28.19380839 | 1 | < 0.1% | |
| 27.85473988 | 1 | < 0.1% | |
| 32.89381452 | 1 | < 0.1% | |
| 30.16605557 | 1 | < 0.1% | |
| 19.89910828 | 1 | < 0.1% | |
| 12.84519709 | 1 | < 0.1% | |
| 16.19083794 | 1 | < 0.1% | |
| 16.88319083 | 1 | < 0.1% | |
| 16.51020991 | 1 | < 0.1% | |
| 24.11950341 | 1 | < 0.1% | |
| 40.46647972 | 1 | < 0.1% | |
| 14.58326897 | 1 | < 0.1% | |
| 22.59314174 | 1 | < 0.1% | |
| 12.32675393 | 1 | < 0.1% | |
| 24.310852 | 1 | < 0.1% | |
| 34.79802048 | 1 | < 0.1% | |
| 16.10169339 | 1 | < 0.1% | |
| Other values (17869) | 17869 | 99.8% |
| Value | Count | Frequency (%) | |
| 7.370432165 | 4 | < 0.1% | |
| 7.4488166 | 1 | < 0.1% | |
| 7.473461921 | 1 | < 0.1% | |
| 7.564949538 | 1 | < 0.1% | |
| 7.565661683 | 1 | < 0.1% | |
| 7.565681088 | 1 | < 0.1% | |
| 7.656919973 | 1 | < 0.1% | |
| 7.658622807 | 1 | < 0.1% | |
| 7.663910248 | 1 | < 0.1% | |
| 7.664622639 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 110.6422106 | 1 | < 0.1% | |
| 109.7126491 | 1 | < 0.1% | |
| 109.6553451 | 1 | < 0.1% | |
| 108.9314268 | 1 | < 0.1% | |
| 108.7108265 | 1 | < 0.1% | |
| 108.0780191 | 1 | < 0.1% | |
| 107.9474895 | 1 | < 0.1% | |
| 107.4520459 | 1 | < 0.1% | |
| 107.4318232 | 1 | < 0.1% | |
| 106.7991743 | 1 | < 0.1% |
| Distinct count | 17895 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.303556116638282 |
|---|---|
| Minimum | -3.1392696110000005 |
| Maximum | 34.53984419 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | -3.139269611 |
|---|---|
| 5-th percentile | 0.5309076095 |
| Q1 | 5.781505744 |
| median | 8.433514689 |
| Q3 | 10.70295928 |
| 95-th percentile | 15.77067966 |
| Maximum | 34.53984419 |
| Range | 37.6791138 |
| Interquartile range (IQR) | 4.921453539 |
Descriptive statistics
| Standard deviation | 4.506091859 |
|---|---|
| Coefficient of variation (CV) | 0.5426701278 |
| Kurtosis | 1.526209366 |
| Mean | 8.303556117 |
| Median Absolute Deviation (MAD) | 2.424037602 |
| Skewness | 0.4415008652 |
| Sum | 148617.0474 |
| Variance | 20.30486384 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 34.53984419 | 4 | < 0.1% | |
| 6.797178666 | 1 | < 0.1% | |
| 2.20168458 | 1 | < 0.1% | |
| 1.781491554 | 1 | < 0.1% | |
| 8.584543875 | 1 | < 0.1% | |
| 5.200729403 | 1 | < 0.1% | |
| 5.223691968 | 1 | < 0.1% | |
| 7.734290054 | 1 | < 0.1% | |
| 14.93961246 | 1 | < 0.1% | |
| 11.81692001 | 1 | < 0.1% | |
| 14.18799037 | 1 | < 0.1% | |
| 6.802090302 | 1 | < 0.1% | |
| 7.993562878 | 1 | < 0.1% | |
| 10.20945942 | 1 | < 0.1% | |
| 0.647989749 | 1 | < 0.1% | |
| 13.22397764 | 1 | < 0.1% | |
| 0.151486962 | 1 | < 0.1% | |
| 8.628189606 | 1 | < 0.1% | |
| 5.087811723 | 1 | < 0.1% | |
| 7.663570371 | 1 | < 0.1% | |
| 10.03499492 | 1 | < 0.1% | |
| 7.694336891 | 1 | < 0.1% | |
| 9.648531233 | 1 | < 0.1% | |
| 17.42864586 | 1 | < 0.1% | |
| 6.308492375 | 1 | < 0.1% | |
| Other values (17870) | 17870 | 99.8% |
| Value | Count | Frequency (%) | |
| -3.139269611 | 1 | < 0.1% | |
| -2.812353306 | 1 | < 0.1% | |
| -2.721857186 | 1 | < 0.1% | |
| -2.636857381 | 1 | < 0.1% | |
| -2.597871861 | 1 | < 0.1% | |
| -2.556795187 | 1 | < 0.1% | |
| -2.545733541 | 1 | < 0.1% | |
| -2.542025366 | 1 | < 0.1% | |
| -2.526429634 | 1 | < 0.1% | |
| -2.449008501 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 34.53984419 | 4 | < 0.1% | |
| 33.4897547 | 1 | < 0.1% | |
| 33.27341088 | 1 | < 0.1% | |
| 32.19858411 | 1 | < 0.1% | |
| 32.17418904 | 1 | < 0.1% | |
| 32.11141593 | 1 | < 0.1% | |
| 31.47155929 | 1 | < 0.1% | |
| 31.31226734 | 1 | < 0.1% | |
| 30.99291931 | 1 | < 0.1% | |
| 30.88388219 | 1 | < 0.1% |
| Distinct count | 17895 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.85770870366203 |
|---|---|
| Minimum | -1.976975603 |
| Maximum | 1191.0008369999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | -1.976975603 |
|---|---|
| 5-th percentile | -0.4997202556 |
| Q1 | 34.96050444 |
| median | 83.06455613 |
| Q3 | 139.3093305 |
| 95-th percentile | 296.3790549 |
| Maximum | 1191.000837 |
| Range | 1192.977813 |
| Interquartile range (IQR) | 104.3488261 |
Descriptive statistics
| Standard deviation | 106.5145395 |
|---|---|
| Coefficient of variation (CV) | 1.015800754 |
| Kurtosis | 13.49411299 |
| Mean | 104.8577087 |
| Median Absolute Deviation (MAD) | 51.51510672 |
| Skewness | 2.734513559 |
| Sum | 1876743.27 |
| Variance | 11345.34713 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1191.000837 | 4 | < 0.1% | |
| 200.7989359 | 1 | < 0.1% | |
| 308.1188714 | 1 | < 0.1% | |
| 201.8620848 | 1 | < 0.1% | |
| 106.5226915 | 1 | < 0.1% | |
| 243.4510544 | 1 | < 0.1% | |
| 376.808602 | 1 | < 0.1% | |
| 136.6248699 | 1 | < 0.1% | |
| 666.4879641 | 1 | < 0.1% | |
| 247.2863861 | 1 | < 0.1% | |
| -0.495718524 | 1 | < 0.1% | |
| 104.4631357 | 1 | < 0.1% | |
| 42.41694894 | 1 | < 0.1% | |
| 125.3746833 | 1 | < 0.1% | |
| 45.03901539 | 1 | < 0.1% | |
| 78.79565423 | 1 | < 0.1% | |
| 129.609237 | 1 | < 0.1% | |
| 8.647048948 | 1 | < 0.1% | |
| 63.87376477 | 1 | < 0.1% | |
| 77.15293022 | 1 | < 0.1% | |
| 621.4272751 | 1 | < 0.1% | |
| 19.41511228 | 1 | < 0.1% | |
| 80.79994107 | 1 | < 0.1% | |
| 71.82775322 | 1 | < 0.1% | |
| 208.3669449 | 1 | < 0.1% | |
| Other values (17870) | 17870 | 99.8% |
| Value | Count | Frequency (%) | |
| -1.976975603 | 1 | < 0.1% | |
| -1.964997899 | 1 | < 0.1% | |
| -1.949108868 | 1 | < 0.1% | |
| -1.948954964 | 1 | < 0.1% | |
| -1.946039119 | 1 | < 0.1% | |
| -1.944969025 | 1 | < 0.1% | |
| -1.939238369 | 1 | < 0.1% | |
| -1.938422805 | 1 | < 0.1% | |
| -1.938052411 | 1 | < 0.1% | |
| -1.937552714 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1191.000837 | 4 | < 0.1% | |
| 1140.353233 | 1 | < 0.1% | |
| 1126.765431 | 1 | < 0.1% | |
| 1072.957979 | 1 | < 0.1% | |
| 1072.793069 | 1 | < 0.1% | |
| 1071.604226 | 1 | < 0.1% | |
| 1027.555166 | 1 | < 0.1% | |
| 1022.201175 | 1 | < 0.1% | |
| 1017.403028 | 1 | < 0.1% | |
| 1017.38318 | 1 | < 0.1% |
class
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 140.0 KiB |
| 0 | |
|---|---|
| 1 | 1639 |
| Value | Count | Frequency (%) | |
| 0 | 16259 | 90.8% | |
| 1 | 1639 | 9.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | mean_int_pf | std_pf | ex_kurt_pf | skew_pf | mean_dm | std_dm | kurt_dm | skew_dm | class | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 140.562500 | 55.683782 | -0.234571 | -0.699648 | 3.199833 | 19.110426 | 7.975532 | 74.242225 | 0 |
| 1 | 2 | 102.507812 | 58.882430 | 0.465318 | -0.515088 | 1.677258 | 14.860146 | 10.576487 | 127.393580 | 0 |
| 2 | 3 | 103.015625 | 39.341649 | 0.323328 | 1.051164 | 3.121237 | 21.744669 | 7.735822 | 63.171909 | 0 |
| 3 | 4 | 136.750000 | 57.178449 | -0.068415 | -0.636238 | 3.642977 | 20.959280 | 6.896499 | 53.593661 | 0 |
| 4 | 5 | 88.726562 | 40.672225 | 0.600866 | 1.123492 | 1.178930 | 11.468720 | 14.269573 | 252.567306 | 0 |
| 5 | 6 | 93.570312 | 46.698114 | 0.531905 | 0.416721 | 1.636288 | 14.545074 | 10.621748 | 131.394004 | 0 |
| 6 | 7 | 119.484375 | 48.765059 | 0.031460 | -0.112168 | 0.999164 | 9.279612 | 19.206230 | 479.756567 | 0 |
| 7 | 8 | 130.382812 | 39.844056 | -0.158323 | 0.389540 | 1.220736 | 14.378941 | 13.539456 | 198.236457 | 0 |
| 8 | 9 | 107.250000 | 52.627078 | 0.452688 | 0.170347 | 2.331940 | 14.486853 | 9.001004 | 107.972506 | 0 |
| 9 | 10 | 107.257812 | 39.496488 | 0.465882 | 1.162877 | 4.079431 | 24.980418 | 7.397080 | 57.784738 | 0 |
Last rows
| df_index | mean_int_pf | std_pf | ex_kurt_pf | skew_pf | mean_dm | std_dm | kurt_dm | skew_dm | class | |
|---|---|---|---|---|---|---|---|---|---|---|
| 17888 | 17889 | 98.726562 | 50.407823 | 0.565124 | 0.245231 | 0.570234 | 9.011285 | 22.018589 | 561.833787 | 0 |
| 17889 | 17890 | 126.625000 | 55.721826 | 0.002946 | -0.303218 | 0.534281 | 8.588882 | 23.913761 | 660.197035 | 0 |
| 17890 | 17891 | 143.671875 | 45.302647 | -0.045769 | 0.353643 | 5.173913 | 26.462345 | 5.706651 | 33.802613 | 0 |
| 17891 | 17892 | 118.484375 | 50.608483 | -0.029059 | -0.027494 | 0.422241 | 8.086684 | 27.446113 | 830.638550 | 0 |
| 17892 | 17893 | 96.000000 | 44.193113 | 0.388674 | 0.281344 | 1.871237 | 15.833746 | 9.634927 | 104.821623 | 0 |
| 17893 | 17894 | 136.429688 | 59.847421 | -0.187846 | -0.738123 | 1.296823 | 12.166062 | 15.450260 | 285.931022 | 0 |
| 17894 | 17895 | 122.554688 | 49.485605 | 0.127978 | 0.323061 | 16.409699 | 44.626893 | 2.945244 | 8.297092 | 0 |
| 17895 | 17896 | 119.335938 | 59.935939 | 0.159363 | -0.743025 | 21.430602 | 58.872000 | 2.499517 | 4.595173 | 0 |
| 17896 | 17897 | 114.507812 | 53.902400 | 0.201161 | -0.024789 | 1.946488 | 13.381731 | 10.007967 | 134.238910 | 0 |
| 17897 | 17898 | 57.062500 | 85.797340 | 1.406391 | 0.089520 | 188.306020 | 64.712562 | -1.597527 | 1.429475 | 0 |